کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون

صفحه اصلی / نهمین کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون

Detection of Defective Products in Injection Molding Process Using YOLO-NAS

نویسندگان :

Mohammadreza Asadi¹ Seyedeh Sogand Hashemi² Mohammad Taghi Sadeghi³

1- Yazd University 2- Yazd University 3- Yazd University

کلمات کلیدی :

Deep Learning،Defect Detection،Injection Molding،Machine Vision،YOLO

چکیده :

Injection molding is an important manufacturing process with applications spanning various industries. Modern industry demands quality, efficiency, and environmental sustainability. The advanced injection molding inspection systems (IMIS) provide these requirements by real-time monitoring systems executed based on Industry 4.0 technologies such as IoT, machine vision, and artificial intelligence. This paper introduces an IMIS using YOLO-NAS models as one of the state-of-the-art deep neural networks for real-time object detection, to recognize both complete and defective injected products. Upon defective products detection, the system automatically stops the injection process, ensuring operational safety and product quality. Our evaluation of implemented models based on YOLO-NAS variants (i.e. small, medium, large) for injection molding inspection reveals minor performance differences. The results declare that YOLO-NAS models have a reliable performance on defective products detection in an injection molding machine.

لیست مقالات

لیست مقالات بایگانی شده

A Hybrid Fuzzy-Predictive Control for Smooth Transition Between Operating Modes of Voltage Source Inverters

Sahba Moslemimoghadam - Qobad Shafiee - Mobin Naderi - Hassan Bevrani

Medium-Term Load Forecasting of Iran Khodro Company using Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) Deep Neural Networks

Mahasta Pahlawan - Roohollah Barzamini - Seyyed Abolfazl Yasini

Fault detection of Lithium-Ion Battery in Electric Vehicles Considering Ageing Effects

Sara Sepasiahooyi - Farzaneh Abdollahi

Investigation in Avoiding Ferroresonance in PT Circuits using Shunt Capacitor

Hossein Tahami fard - Saeed Seyedtabaii

Wearable sensing smart solutions for workers' remote control in health-risk activities

Paolo Visconti - Roberto De Fazio - Ramiro Velazquez - Bassam Al-Naami - Amir Aminzadeh Ghavifekr

Decision Making for Autonomous Vehicles' Strategy in Triple-Lane Roundabout Intersections

Shadi Samizadeh - Amirhossein Nikoofard - Hossein Yektamoghadam

طراحی کنترل کننده مد لغزشی ترمینال غیرتکین فرا پیچشی مبتنی بر رویتگر اغتشاش برای ربات توان‌بخشی پایین تنه

سید محسن حسینی - هدی مودی - مجتبی حکیمی مقدم

Enhancing Resiliency in Standalone Microgrid Control System Using Consensus Algorithm Integrated with Multivariable Filter

Mojtaba Ahmadi - Mohammad Hossein Mousavi - Hassan Moradi

State-Dependent LMI-Based Controller and Observer Design for Constrained Boiler-Turbine-Generator Using Pseudo-Linearization Technique

Nasrin Kalamian - Atiyeh Keshavarz-Mohammadiyan

شبیه سازی بازوی 5urfd در متلب و v-rep

رضا جلالی رومی - علیرضا نقی پور - فراز جباری ایلخچی

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.2.8